Abstract
To protect sensitive information in a cross-tabulated table, it is a common practice to supress some of the cells in the table. An analytic invariant is a power series in terms of the suppressed cells that has a unique feasible value and a convergence radius equal to +∞. Intuitively, the information contained in an invariant is not protected even though the values of the suppressed cells are not disclosed. This paper gives an optimal linear-time algorithm for testing whether there exist nontrivial analytic invariants in terms of the suppressed cells in a given set of suppressed cells. This paper also presents NP-completeness results and an almost linear-time algorithm for the problem of suppressing the minimum number of cells in addition to the sensitive ones so that the resulting table does not leak analytic-invariant information about a given set of suppressed cells.
Original language | English (US) |
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Pages (from-to) | 231-242 |
Number of pages | 12 |
Journal | SIAM Journal on Computing |
Volume | 26 |
Issue number | 1 |
DOIs | |
State | Published - Feb 1997 |
Keywords
- Analytic invariants
- Data security
- Graph augmentation
- Mathematical analysis
- Mixed graph connectivity
- Statistical tables
ASJC Scopus subject areas
- General Computer Science
- General Mathematics